mlsanityData to 14 Oct 2026

Can LLM Substitute Human Labeling? A Case Study of Fine-grained Chinese Address Entity Recognition Dataset for UAV Delivery

arXiv 2403.06097 ↗First posted 10 Mar 2024cs.CL cs.AI cs.IRcited by 5

Not on the map. Why?

Abstract (arXiv)

We present CNER-UAV, a fine-grained Chinese Name Entity Recognition dataset specifically designed for the task of address resolution in Unmanned Aerial Vehicle delivery systems. The dataset encompasses a diverse range of five categories, enabling comprehensive training and evaluation of NER models. To construct this dataset, we sourced the data from a real-world UAV delivery system and conducted a rigorous data cleaning and desensitization process to ensure privacy and data integrity. The resulting dataset, consisting of around 12,000 annotated samples, underwent human experts and Large Language Model annotation. We evaluated classical NER models on our dataset and provided in-depth analysis. The dataset and models are publicly available at urlhttps://github.com/zhhvvv/CNER-UAV.

Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). Builds on 13 of its 23 references that are in the map. First posted on arXiv 10 Mar 2024.

Builds on

13 of 23 references.

References · 13

  1. 2017Attention Is All You Needcited by 60,361
  2. 2020Language Models are Few-Shot Learnerscited by 32,419
  3. 2019XLNet: Generalized Autoregressive Pretraining for Language Understandingcited by 2,811
  4. 2023ChatGPT Outperforms Crowd-Workers for Text-Annotation Taskscited by 870
  5. 2022GLM-130B: An Open Bilingual Pre-trained Modelcited by 843
  6. 2019ERNIE: Enhanced Language Representation with Informative Entitiescited by 528
  7. 2018A Survey on Deep Learning for Named Entity Recognitioncited by 282
  8. 2023Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verificationcited by 166
  9. 2023MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoningcited by 156
  10. 2023RecRanker: Instruction Tuning Large Language Model as Ranker for Top-k Recommendationcited by 36
  11. 2024Integrating Large Language Models into Recommendation via Mutual Augmentation and Adaptive Aggregationcited by 26
  12. 2022PERT: Pre-training BERT with Permuted Language Modelcited by 23
1 more
  1. 2022L3Cube-MahaNER: A Marathi Named Entity Recognition Dataset and BERT modelscited by 21

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2024: 2; 2025: 2; 2026: 1.

5 papers.

  1. 2025UAVs Meet LLMs: Overviews and Perspectives Toward Agentic Low-Altitude Mobilitycited by 49
  2. 2024Large Language Models for UAVs: Current State and Pathways to the Futurecited by 33
  3. 2025Recent Advances in Transformer and Large Language Models for UAV Applicationscited by 3
  4. 2024Privacy in LLM-based Recommendation: Recent Advances and Future Directionscited by 2
  5. 2026A Scalable Framework for Automated NER Annotation Correction in Low-Resource Languagescited by 0